{"id":"https://openalex.org/W2969728700","doi":"https://doi.org/10.1186/s12880-019-0369-6","title":"Automatic glioma segmentation based on adaptive superpixel","display_name":"Automatic glioma segmentation based on adaptive superpixel","publication_year":2019,"publication_date":"2019-08-23","ids":{"openalex":"https://openalex.org/W2969728700","doi":"https://doi.org/10.1186/s12880-019-0369-6","mag":"2969728700","pmid":"https://pubmed.ncbi.nlm.nih.gov/31443642","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6708204"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-019-0369-6","pdf_url":"https://bmcmedimaging.biomedcentral.com/track/pdf/10.1186/s12880-019-0369-6","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/track/pdf/10.1186/s12880-019-0369-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018700168","display_name":"Yaping Wu","orcid":"https://orcid.org/0000-0002-2979-5332"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"funder","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Wu","raw_affiliation_strings":["School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103168414","display_name":"Zhe Zhao","orcid":"https://orcid.org/0000-0003-1438-8977"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"funder","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Zhao","raw_affiliation_strings":["Collaborative Innovation Center for Internet Healthcare & School of Software and Applied Technology, Zhengzhou University, Zhengzhou, 450052, Henan, China"],"affiliations":[{"raw_affiliation_string":"Collaborative Innovation Center for Internet Healthcare & School of Software and Applied Technology, Zhengzhou University, Zhengzhou, 450052, Henan, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029236990","display_name":"Weiguo Wu","orcid":"https://orcid.org/0000-0002-1179-3435"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"funder","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiguo Wu","raw_affiliation_strings":["School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080806594","display_name":"Yusong Lin","orcid":"https://orcid.org/0000-0002-2284-5763"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"funder","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yusong Lin","raw_affiliation_strings":["Collaborative Innovation Center for Internet Healthcare & School of Software and Applied Technology, Zhengzhou University, Zhengzhou, 450052, Henan, China"],"affiliations":[{"raw_affiliation_string":"Collaborative Innovation Center for Internet Healthcare & School of Software and Applied Technology, Zhengzhou University, Zhengzhou, 450052, Henan, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100748031","display_name":"Meiyun Wang","orcid":"https://orcid.org/0000-0001-8779-6184"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meiyun Wang","raw_affiliation_strings":["Department of Radiology, Henan Provincial People's Hospital, Zhengzhou, 450003, Henan, China"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Henan Provincial People's Hospital, Zhengzhou, 450003, Henan, China","institution_ids":["https://openalex.org/I4210133534"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":3.39,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":41,"citation_normalized_percentile":{"value":0.8722,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"19","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9997,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9997,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9987,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9935,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4739863},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.42565048}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.75875527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7467128},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6561263},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.58006287},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.49361432},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.48048583},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4739863},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.45484883},{"id":"https://openalex.org/C2778227246","wikidata":"https://www.wikidata.org/wiki/Q1365309","display_name":"Glioma","level":2,"score":0.43032667},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.42565048},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34328324},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D005910","descriptor_name":"Glioma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005910","descriptor_name":"Glioma","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D005910","descriptor_name":"Glioma","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060787","descriptor_name":"Neoplasm Grading","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-019-0369-6","pdf_url":"https://bmcmedimaging.biomedcentral.com/track/pdf/10.1186/s12880-019-0369-6","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://europepmc.org/articles/pmc6708204","pdf_url":"https://europepmc.org/articles/pmc6708204?pdf=render","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":["European Bioinformatics Institute"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6708204","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31443642","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-019-0369-6","pdf_url":"https://bmcmedimaging.biomedcentral.com/track/pdf/10.1186/s12880-019-0369-6","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"81772009"}],"datasets":[],"versions":[],"referenced_works_count":45,"referenced_works":["https://openalex.org/W1502541876","https://openalex.org/W1524094261","https://openalex.org/W1641498739","https://openalex.org/W1884191083","https://openalex.org/W1950489527","https://openalex.org/W1965891643","https://openalex.org/W1971309979","https://openalex.org/W1978931933","https://openalex.org/W1996644000","https://openalex.org/W2006096283","https://openalex.org/W2044465660","https://openalex.org/W2046116530","https://openalex.org/W2078847121","https://openalex.org/W2101608218","https://openalex.org/W2104095591","https://openalex.org/W2110723426","https://openalex.org/W2116040950","https://openalex.org/W2118246710","https://openalex.org/W2123498585","https://openalex.org/W2133059825","https://openalex.org/W2137186887","https://openalex.org/W2148977460","https://openalex.org/W2160382843","https://openalex.org/W2161522250","https://openalex.org/W2171890357","https://openalex.org/W2186262563","https://openalex.org/W2213486648","https://openalex.org/W2232762371","https://openalex.org/W2244003928","https://openalex.org/W2328315619","https://openalex.org/W2341256731","https://openalex.org/W2366536035","https://openalex.org/W2521587260","https://openalex.org/W2529926598","https://openalex.org/W2576672936","https://openalex.org/W2588942719","https://openalex.org/W2727776964","https://openalex.org/W2751069891","https://openalex.org/W2793653887","https://openalex.org/W2888638783","https://openalex.org/W2897058050","https://openalex.org/W2933213756","https://openalex.org/W4212949515","https://openalex.org/W4251448555","https://openalex.org/W4289254601"],"related_works":["https://openalex.org/W4323323165","https://openalex.org/W4321353415","https://openalex.org/W4246352526","https://openalex.org/W3208778134","https://openalex.org/W2745033168","https://openalex.org/W2745001401","https://openalex.org/W2378211422","https://openalex.org/W2130974462","https://openalex.org/W2086519370","https://openalex.org/W2028665553"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"The":[2,35,127,148,172],"automatic":[3,19],"glioma":[4,25,182,217],"segmentation":[5,26,146],"is":[6,112],"of":[7,76,78,87,122,207,216],"great":[8],"significance":[9],"for":[10,24,104,156],"clinical":[11],"practice.":[12],"This":[13,61,196],"study":[14],"aims":[15],"to":[16,114,201,210],"propose":[17,44],"an":[18,45],"method":[20,37,143,174,191,215],"based":[21,50,118],"on":[22,51,119,130,178],"superpixel":[23,47,66],"from":[27],"the":[28,74,84,97,120,123,141,157,161,189],"T2":[29],"weighted":[30],"Magnetic":[31],"Resonance":[32],"Imaging.":[33],"Methods":[34],"proposed":[36,142,173,190],"mainly":[38],"includes":[39],"three":[40],"steps.":[41],"First,":[42],"we":[43,90],"adaptive":[46],"generation":[48],"algorithm":[49,62],"simple":[52],"linear":[53],"iterative":[54],"clustering":[55],"version":[56],"with":[57,68],"0":[58],"parameter":[59],"(ASLIC0).":[60],"can":[63],"acquire":[64],"a":[65,92,198,211],"image":[67],"fewer":[69],"superpixels":[70],"and":[71,101,154,169,180,213],"better":[72],"fit":[73],"boundary":[75],"region":[77],"interest":[79],"(ROI)":[80],"by":[81,95],"automatically":[82],"selecting":[83],"optimal":[85],"number":[86],"superpixels.":[88],"Second,":[89],"compose":[91],"training":[93],"set":[94],"calculating":[96],"statistical,":[98],"texture,":[99],"curvature":[100],"fractal":[102],"features":[103,121],"each":[105],"superpixel.":[106],"Third,":[107],"Support":[108],"Vector":[109],"Machine":[110],"(SVM)":[111],"used":[113],"train":[115],"classification":[116],"model":[117],"second":[124],"step.":[125],"Results":[126],"experimental":[128,185],"results":[129,186],"Multimodal":[131],"Brain":[132],"Tumor":[133],"Image":[134],"Segmentation":[135],"Benchmark":[136],"2017":[137],"(BraTS2017)":[138],"show":[139,187],"that":[140,188],"has":[144,192],"good":[145,176],"performance.":[147,194],"average":[149],"Dice,":[150],"Hausdorff":[151],"distance,":[152],"sensitivity,":[153],"specificity":[155],"segmented":[158],"tumor":[159],"against":[160],"ground":[162],"truth":[163],"are":[164],"0.8492,":[165],"3.4697":[166],"pixels,":[167],"81.47,":[168],"99.64%,":[170],"respectively.":[171],"shows":[175],"stability":[177],"high-":[179],"low-grade":[181],"samples.":[183],"Comparative":[184],"superior":[193],"Conclusions":[195],"provides":[197],"close":[199],"match":[200],"expert":[202],"delineation":[203],"across":[204],"all":[205],"grades":[206],"glioma,":[208],"leading":[209],"fast":[212],"reproducible":[214],"segmentation.":[218]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2969728700","counts_by_year":[{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3}],"updated_date":"2025-02-23T18:36:08.381976","created_date":"2019-08-29"}